{"uid":"cap_D8AbYXjalRNzg-1JhDkc7","slug":"losbeto-ml-price-forecast-b5b8310e","name":"Losbeto ML Price Forecast","description":"OpenAI-compatible LLM gateway at $0.005/call — change base_url, pay in USDC. Plus pay-per-call market data: multi-oracle price consensus, sentiment, forex, equities, commodities, Brazil macro (BCB/B3) and crypto. No API keys, no accounts. USDC on Base, Solana, Algorand and Polygon via x402.","url":"https://losbeto-production-dd7c.up.railway.app/forecast?utm_source=zero.xyz","method":"GET","headers":{},"bodySchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["input"],"properties":{"input":{"type":"object","properties":{"queryParams":{"type":"object","required":["horizon","symbol"],"properties":{"symbol":{"type":"string","description":"Asset ticker, e.g. AAPL, TSLA, BTC, GOLD"},"horizon":{"type":"string","description":"horizon parameter"}}}}},"output":{"type":"object","properties":{"example":{"type":"object","description":"Machine-learning price forecast running entirely on this node: quantile gradient boosting (p10/p50/p90 bands) over 6h, 24h, 3d or 7d horizons for BTC, ETH, SOL, BNB, XRP, DOGE, ADA and LINK, trained on the node's OWN collected price history, with walk-forward backtest error (MAPE) published in every answer. No external AI API, no GPU. Not financial advice."}}}}},"responseSchema":{"type":"json"},"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.05","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.05/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.05","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.05","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_dkSSA-7pzKTatYL8Px1i_","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.05","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Returns machine-learning quantile gradient boosting price forecasts (p10/p50/p90) for crypto assets over 6h, 24h, 3d, or 7d horizons, trained on locally collected price history, with walk-forward MAPE backtest error included.","exampleAgentPrompt":"Give me a 24-hour price forecast for BTC using the Losbeto ML model — I want the p10, p50, and p90 bands and the backtest MAPE error.","exampleUseCases":[{"title":"Crypto swing trade entry timing","prompt":"Get me a 7-day quantile price forecast for ETH — show me the p10, p50, and p90 bands and include the MAPE backtest error so I can judge how reliable it is."},{"title":"Short-term volatility assessment","prompt":"What does the ML forecast say for SOL over the next 6 hours? I need the low, median, and high bands to assess how much price could swing before I set my stop-loss."},{"title":"Daily portfolio risk check","prompt":"Run a 24-hour ML forecast for both BNB and LINK — give me the p10/p50/p90 price bands and the walk-forward error so I can update my risk model."}],"resultDescription":"A JSON object containing quantile gradient boosting price forecast bands (p10, p50, p90) for the requested asset over the specified horizon (6h, 24h, 3d, or 7d), trained on locally collected price history. Also includes walk-forward backtest MAPE error for model accuracy transparency. Supported assets: BTC, ETH, SOL, BNB, XRP, DOGE, ADA, LINK.","failureModes":["Missing required parameter 'symbol' or 'horizon' returns a 400 error","Unsupported asset ticker (outside BTC, ETH, SOL, BNB, XRP, DOGE, ADA, LINK) may return empty or error response","Invalid horizon value (not one of 6h, 24h, 3d, 7d) returns an error","Payment failure via x402 (insufficient USDC, unsupported chain) results in 402 response and no forecast","Node's local price history may be insufficient for a reliable model on a recently added asset","Service unavailability on Railway hosting may return 503"],"whenToPreferThis":"Choose this endpoint when you need a self-contained, on-node ML price forecast with quantile uncertainty bands (p10/p50/p90) for major crypto assets, especially if you want walk-forward backtest MAPE for model validation and do not want to depend on an external AI or GPU service. Prefer this over generic market data endpoints when probabilistic range forecasting (not just a point estimate) is needed. Ideal for agents making automated trading or risk decisions that benefit from uncertainty quantification. Use when no API key or account signup is acceptable and USDC micropayment via x402 is preferred.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-22T12:30:32.799Z","isFirstParty":false,"canonicalSlug":"losbeto-ml-price-forecast-b5b8310e"}